Stefano Soatto
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Italian computer scientist, University of California, Los Angeles
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Why Is Stefano Soatto Influential?
(Suggest an Edit or Addition)According to Wikipedia, Stefano Soatto is professor of computer science at the University of California, Los Angeles , in Los Angeles, CA, where he is also professor of electrical engineering and founding director of the UCLA Vision Lab.
Stefano Soatto's Published Works
Published Works
- Dynamic Textures (2003) (1143)
- An Invitation to 3-D Vision: From Images to Geometric Models (2003) (1109)
- An Invitation to 3-D Vision (2004) (1075)
- Meta-Learning With Differentiable Convex Optimization (2019) (876)
- Quick Shift and Kernel Methods for Mode Seeking (2008) (849)
- Class segmentation and object localization with superpixel neighborhoods (2009) (719)
- Entropy-SGD: biasing gradient descent into wide valleys (2016) (594)
- Visual-inertial navigation, mapping and localization: A scalable real-time causal approach (2011) (462)
- Kernel Density Estimation and Intrinsic Alignment for Shape Priors in Level Set Segmentation (2006) (396)
- FDA: Fourier Domain Adaptation for Semantic Segmentation (2020) (393)
- A Baseline for Few-Shot Image Classification (2019) (375)
- Emergence of Invariance and Disentanglement in Deep Representations (2017) (370)
- Dynamic texture recognition (2001) (368)
- Structure from Motion Causally Integrated Over Time (2002) (355)
- Motion estimation via dynamic vision (1994) (324)
- Information Dropout: Learning Optimal Representations Through Noisy Computation (2016) (323)
- An algebraic geometric approach to the identification of a class of linear hybrid systems (2003) (316)
- Proceedings. 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (2005) (306)
- A geometric approach to shape from defocus (2005) (276)
- Observability of Linear Hybrid Systems (2003) (275)
- Motion Competition: A Variational Approach to Piecewise Parametric Motion Segmentation (2005) (274)
- Integral Invariants for Shape Matching (2006) (269)
- Discovering discriminative action parts from mid-level video representations (2012) (256)
- Stochastic Gradient Descent Performs Variational Inference, Converges to Limit Cycles for Deep Networks (2017) (252)
- Localizing Objects with Smart Dictionaries (2008) (242)
- Real-time feature tracking and outlier rejection with changes in illumination (2001) (210)
- Dynamic texture segmentation (2003) (204)
- Observability and identifiability of jump linear systems (2002) (200)
- Task2Vec: Task Embedding for Meta-Learning (2019) (197)
- Face Verification Across Age Progression Using Discriminative Methods (2010) (196)
- Recognition of human gaits (2001) (179)
- Two-View Multibody Structure from Motion (2006) (174)
- Deformotion: Deforming Motion, Shape Average and the Joint Registration and Approximation of Structures in Images (2003) (172)
- Domain-size pooling in local descriptors: DSP-SIFT (2014) (170)
- A Study of Face Recognition as People Age (2007) (169)
- Stereoscopic Segmentation (2003) (169)
- Tracklet Descriptors for Action Modeling and Video Analysis (2010) (166)
- Shape from Defocus via Diffusion (2008) (153)
- Optimal Structure from Motion: Local Ambiguities and Global Estimates (1998) (152)
- Multi-View Stereo Reconstruction of Dense Shape and Complex Appearance (2005) (150)
- Conference on Computer Vision and Pattern Recognition (2005) (137)
- Sparse Occlusion Detection with Optical Flow (2012) (137)
- A Pseudo-distance for Shape Priors in Level Set Segmentation (2003) (136)
- Causal video object segmentation from persistence of occlusions (2015) (136)
- Intent-aware long-term prediction of pedestrian motion (2016) (136)
- Fast Human Pose Estimation using Appearance and Motion via Multi-Dimensional Boosting Regression (2007) (135)
- Multi-view stereo beyond Lambert (2003) (134)
- Few-Shot Learning With Embedded Class Models and Shot-Free Meta Training (2019) (132)
- Integral Invariant Signatures (2004) (131)
- A semi-direct approach to structure from motion (2001) (130)
- Deep relaxation: partial differential equations for optimizing deep neural networks (2017) (127)
- Eternal Sunshine of the Spotless Net: Selective Forgetting in Deep Networks (2019) (126)
- Proximity Distribution Kernels for Geometric Context in Category Recognition (2007) (115)
- On the Emergence of Invariance and Disentangling in Deep Representations (2017) (114)
- Analysis of universal adversarial perturbations (2017) (112)
- Structured Prediction as Translation between Augmented Natural Languages (2021) (112)
- Mathematics of Deep Learning (2017) (107)
- Reducing "Structure From Motion": A General Framework for Dynamic Vision Part 1: Modeling (1998) (106)
- Observing Shape from Defocused Images (1999) (103)
- Empirical Study of the Topology and Geometry of Deep Networks (2018) (97)
- A New Geometric Metric in the Space of Curves, and Applications to Tracking Deforming Objects by Prediction and Filtering (2011) (97)
- Critical Learning Periods in Deep Networks (2018) (94)
- Dense Depth Posterior (DDP) From Single Image and Sparse Range (2019) (93)
- Relevant Feature Selection for Human Pose Estimation and Localization in Cluttered Images (2008) (92)
- Editable dynamic textures (2002) (92)
- Actionable information in vision (2009) (89)
- Unsupervised Domain Adaptation via Regularized Conditional Alignment (2019) (88)
- DEFORMOTION: Deforming Motion, Shape Average and the Joint Registration and Segmentation of Images (2002) (88)
- Motion Competition: A variational framework for piecewise parametric motion segmentation (2005) (88)
- Mono3D++: Monocular 3D Vehicle Detection with Two-Scale 3D Hypotheses and Task Priors (2019) (88)
- Control Theory and Fast Marching Techniques for Brain Connectivity Mapping (2006) (85)
- Tales of shape and radiance in multiview stereo (2003) (85)
- Unsupervised Moving Object Detection via Contextual Information Separation (2019) (85)
- Really Quick Shift: Image Segmentation on a GPU (2010) (82)
- Kernel Density Estimation and Intrinsic Alignment for Knowledge-Driven Segmentation: Teaching Level Sets to Walk (2004) (82)
- Tracking deformable moving objects under severe occlusions (2004) (81)
- Variational space-time motion segmentation (2003) (80)
- Background Subtraction on Distributions (2008) (80)
- 3-D Shape Estimation and Image Restoration - Exploiting Defocus and Motion Blur (2006) (78)
- Direct Sparse Deblurring (2010) (78)
- Rethinking the Hyperparameters for Fine-tuning (2020) (75)
- Recursive 3-D Visual Motion Estimation Using Subspace Constraints (1997) (75)
- ARCH++: Animation-Ready Clothed Human Reconstruction Revisited (2021) (74)
- Geo-PIFu: Geometry and Pixel Aligned Implicit Functions for Single-view Human Reconstruction (2020) (72)
- Time Matters in Regularizing Deep Networks: Weight Decay and Data Augmentation Affect Early Learning Dynamics, Matter Little Near Convergence (2019) (71)
- Phase Consistent Ecological Domain Adaptation (2020) (71)
- 3-D Structure from Visual Motion: Modeling, Representation and Observability (1997) (71)
- Recursive motion and structure estimation with complete error characterization (1993) (70)
- 3-D Motion and Structure from 2-D Motion Causally Integrated over Time: Implementation (2000) (69)
- Classification and Recognition of Dynamical Models: The Role of Phase, Independent Components, Kernels and Optimal Transport (2007) (68)
- Two-View Segmentation of Dynamic Scenes from the Multibody Fundamental Matrix (2002) (67)
- Meta-Q-Learning (2019) (67)
- 3-D Reconstruction of Shaded Objects from Multiple Images Under Unknown Illumination (2008) (65)
- Adaptive Regularization With the Structure Tensor (2015) (65)
- Shedding light on stereoscopic segmentation (2004) (65)
- Critical Learning Periods in Deep Neural Networks (2017) (64)
- Bilateral Cyclic Constraint and Adaptive Regularization for Unsupervised Monocular Depth Prediction (2019) (64)
- Seeing beyond occlusions (and other marvels of a finite lens aperture) (2003) (62)
- Steps Towards a Theory of Visual Information: Active Perception, Signal-to-Symbol Conversion and the Interplay Between Sensing and Control (2011) (61)
- Features for recognition: viewpoint invariance for non-planar scenes (2005) (61)
- A Fast RANSAC-Based Registration Algorithm for Accurate Localization in Unknown Environments using LIDAR Measurements (2007) (60)
- Shape Matching Using Multiscale Integral Invariants (2015) (60)
- KALMANSAC: robust filtering by consensus (2005) (60)
- Where is the Information in a Deep Neural Network? (2019) (60)
- Forgetting Outside the Box: Scrubbing Deep Networks of Information Accessible from Input-Output Observations (2020) (60)
- On the set of images modulo viewpoint and contrast changes (2009) (59)
- Inertial Structure From Motion with Autocalibration (2007) (57)
- A variational approach to scene reconstruction and image segmentation from motion-blur cues (2004) (57)
- Detecting Humans via Their Pose (2006) (56)
- Reducing "Structure From Motion": A General Framework for Dynamic Vision Part 2: Implementation and Experimental Assessment (1998) (56)
- Video stabilization of atmospheric turbulence distortion (2013) (55)
- Euclidean Reconstruction and Reprojection Up to Subgroups (1999) (55)
- Real-time 3D motion and structure of point features: a front-end system for vision-based control and interaction (2000) (55)
- Exponential Moving Average Normalization for Self-supervised and Semi-supervised Learning (2021) (54)
- Unsupervised Depth Completion From Visual Inertial Odometry (2019) (54)
- Visual Representations: Defining Properties and Deep Approximations (2014) (53)
- Learning Shape from Defocus (2002) (53)
- Estimation of 3D Surface Shape and Smooth Radiance from 2D Images: A Level Set Approach (2003) (53)
- Geo-Supervised Visual Depth Prediction (2018) (53)
- MFM": 3-D motion from 2-D motion causally integrated over time (2000) (52)
- Warping background subtraction (2010) (52)
- Toward Understanding Catastrophic Forgetting in Continual Learning (2019) (51)
- Occlusion Detection and Motion Estimation with Convex Optimization (2010) (51)
- Towards Backward-Compatible Representation Learning (2020) (51)
- Mixed-Privacy Forgetting in Deep Networks (2020) (50)
- Structure from motion for scenes without features (2003) (50)
- Multiple View Feature Descriptors from Image Sequences via Kernel Principal Component Analysis (2004) (50)
- Robustness of Classifiers to Universal Perturbations: A Geometric Perspective (2018) (50)
- Variational multiframe stereo in the presence of specular reflections (2002) (47)
- Motion segmentation with occlusions on the superpixel graph (2009) (47)
- Spatially Homogeneous Dynamic Textures (2004) (47)
- Classification regions of deep neural networks (2017) (47)
- Heartbeat of a nest: Using imagers as biological sensors (2007) (46)
- Local Features, All Grown Up (2006) (46)
- Edge descriptors for robust wide-baseline correspondence (2008) (45)
- Dynamic Shape and Appearance Modeling via Moving and Deforming Layers (2005) (44)
- SmartLDWS: A robust and scalable lane departure warning system for the smartphones (2009) (44)
- Motion Estimation on the Essential Manifold (1994) (44)
- Efficient minimal-surface regularization of perspective depth maps in variational stereo (2015) (43)
- Nonlocal Similarity Image Filtering (2009) (42)
- Zero Shot Learning via Multi-scale Manifold Regularization (2017) (40)
- Shape Representation based on Integral Kernels: Application to Image Matching and Segmentation (2006) (40)
- ShapeFit and ShapeKick for Robust, Scalable Structure from Motion (2016) (40)
- Visual-Inertial-Semantic Scene Representation for 3D Object Detection (2016) (39)
- Dynamic Shape and Appearance Models (2006) (39)
- Joint data alignment up to (lossy) transformations (2008) (39)
- Detachable Object Detection: Segmentation and Depth Ordering from Short-Baseline Video (2011) (39)
- Fast Marching Method for Generic Shape from Shading (2005) (39)
- A lagrangian formulation of nonholonomic path following (1997) (38)
- Video-based descriptors for object recognition (2011) (37)
- The Information Complexity of Learning Tasks, their Structure and their Distance (2019) (36)
- Region-Based Segmentation on Evolving Surfaces with Application to 3D Reconstruction of Shape and Piecewise Constant Radiance (2004) (36)
- Scene and Motion Reconstruction from Defocused and Motion-Blurred Images via Anisotropic Diffusion (2004) (36)
- Learning to Manipulate Individual Objects in an Image (2020) (35)
- Unsupervised Depth Completion with Calibrated Backprojection Layers (2021) (35)
- Conditional Prior Networks for Optical Flow (2018) (33)
- Hybrid Dynamical Models of Human Motion for the Recognition of Human Gaits (2009) (33)
- 3D shape from anisotropic diffusion (2003) (32)
- Shape and Radiance Estimation from the Information-Divergence of Blurred Images (2000) (32)
- Applications of hybrid system identification in computer vision (2007) (32)
- Reinforced Temporal Attention and Split-Rate Transfer for Depth-Based Person Re-identification (2017) (31)
- A Linear Systems Approach to Imaging Through Turbulence (2013) (31)
- Filtering Internet image search results towards keyword based category recognition (2008) (31)
- Intraocular robotic interventional surgical system (IRISS): Semi‐automated OCT‐guided cataract removal (2018) (30)
- Monte Carlo filtering on Lie groups (2000) (30)
- The scale of a texture and its application to segmentation (2008) (30)
- Boosting Convolutional Features for Robust Object Proposals (2015) (30)
- Inpainting from multiple views (2002) (29)
- Information Dropout: learning optimal representations through noise (2017) (29)
- Three dimensional transparent structure segmentation and multiple 3D motion estimation from monocular perspective image sequences (1994) (28)
- Nonrigid registration combining global and local statistics (2009) (28)
- GeoNet: Deep Geodesic Networks for Point Cloud Analysis (2019) (28)
- Biopsy needle detection in transrectal ultrasound (2011) (27)
- Observability/identifiability of rigid motion under perspective projection (1994) (27)
- DyStaB: Unsupervised Object Segmentation via Dynamic-Static Bootstrapping* (2021) (27)
- Stereoscopic shading: integrating multi-frame shape cues in a variational framework (2000) (27)
- Robust inference for visual-inertial sensor fusion (2014) (27)
- Observability, identifiability and sensitivity of vision-aided inertial navigation (2015) (27)
- Shape representation via harmonic embedding (2003) (26)
- Multi-view feature engineering and learning (2015) (26)
- Moving Forward in Structure From Motion (2007) (26)
- Wide-Sense Estimation on the Special Orthogonal Group (2008) (26)
- Region matching with missing parts (2002) (25)
- Learning and matching multiscale template descriptors for real-time detection, localization and tracking (2011) (25)
- Targeted Adversarial Perturbations for Monocular Depth Prediction (2020) (24)
- Learning Topology From Synthetic Data for Unsupervised Depth Completion (2021) (24)
- S2F: Slow-to-Fast Interpolator Flow (2017) (24)
- On the energy landscape of deep networks (2015) (24)
- Multi-task incremental learning for object detection (2020) (24)
- Self-Occlusions and Disocclusions in Causal Video Object Segmentation (2015) (24)
- Positive-Congruent Training: Towards Regression-Free Model Updates (2020) (23)
- A linearized framework and a new benchmark for model selection for fine-tuning (2021) (23)
- On exploiting occlusions in multiple-view geometry (2003) (22)
- Gait recognition using dynamic affine invariants (2004) (22)
- Simultaneous localization and mapping using multiple view feature descriptors (2004) (22)
- Tracking deforming objects by filtering and prediction in the space of curves (2009) (22)
- A model (In)validation approach to gait recognition (2002) (21)
- Exploring Tradeoffs in Accuracy, Energy and Latency of Scale Invariant Feature Transform in Wireless Camera Networks (2007) (21)
- Active Frame, Location, and Detector Selection for Automated and Manual Video Annotation (2014) (21)
- Layered active appearance models (2005) (21)
- Integral Invariants and Shape Matching (2006) (20)
- Flexible Dictionaries for Action Classification (2008) (19)
- A Complexity-Distortion Approach to Joint Pattern Alignment (2006) (19)
- Variational methods for shape reconstruction in computer vision (2003) (19)
- Control recognition bounds for visual learning and exploration (2012) (19)
- Embedded Imagers: Detecting, Localizing, and Recognizing Objects and Events in Natural Habitats (2010) (19)
- Parle: parallelizing stochastic gradient descent (2017) (19)
- Visual Relationship Detection Using Part-and-Sum Transformers with Composite Queries (2021) (18)
- Robust Poisson Surface Reconstruction (2015) (18)
- SaaS: Speed as a Supervisor for Semi-supervised Learning (2018) (18)
- A Separation Principle for Control in the Age of Deep Learning (2017) (18)
- Visual-Inertial Object Detection and Mapping (2018) (18)
- An Adaptive Framework for Learning Unsupervised Depth Completion (2021) (18)
- Detachable Object Detection with Efficient Model Selection (2011) (18)
- Relaxed matching kernels for robust image comparison (2008) (18)
- Knowing a Good Feature When You See It: Ground Truth and Methodology to Evaluate Local Features for Recognition (2010) (18)
- Recursive Motion Estimation on the Essential Manifold (1993) (18)
- Structure-independent visual motion control on the essential manifold (1994) (18)
- Perspective distortion modeling, learning and compensation (2015) (17)
- Modeling and Synthesis of Facial Motion Driven by Speech (2004) (17)
- A Power-Performance Approach to Comparing Sensor Families, with application to comparing neuromorphic to traditional vision sensors (2015) (16)
- Mixed Differential Privacy in Computer Vision (2022) (16)
- A Non-local Approach to Shape from Ambient Shading (2009) (16)
- Fast Visual Feature Selection and Tracking in a Hybrid Reconfigurable Architecture (2004) (16)
- OATM: Occlusion Aware Template Matching by Consensus Set Maximization (2018) (16)
- DeepRadiologyNet: Radiologist Level Pathology Detection in CT Head Images (2017) (16)
- Multimodal Registration via Spatial-Context Mutual Information (2011) (16)
- Recursive estimation of camera motion from uncalibrated image sequences (1994) (16)
- Dynamic textures: modeling, learning, synthesis, animation, segmentation, and recognition (2005) (16)
- Stereopagnosia: Fooling Stereo Networks with Adversarial Perturbations (2020) (16)
- LQF: Linear Quadratic Fine-Tuning (2020) (16)
- Earth Mover Distance on superpixels (2010) (16)
- The Effect of Gradient Noise on the Energy Landscape of Deep Networks (2015) (15)
- Revisiting Contrastive Learning for Few-Shot Classification (2021) (15)
- Mumford-Shah on the Move: Region-Based Segmentation on Deforming Manifolds with Application to 3-D Reconstruction of Shape and Appearance from Multi-View Images (2007) (15)
- A geometric approach to blind deconvolution with application to shape from defocus (2000) (15)
- Spike train driven dynamical models for human actions (2010) (15)
- Dynamic rigid motion estimation from weak perspective (1995) (15)
- The Golem Group/University of California at Los Angeles autonomous ground vehicle in the DARPA grand challenge (2006) (14)
- Classifying Human Dynamics Without Contact Forces (2006) (14)
- Reducing "Structure From Motion": a General Framework for Dynamic Vision - Part 2: Experimental Evaluation (1996) (14)
- Visual path following by recursive spline updating (1997) (14)
- Unsupervised multiphase segmentation: A recursive approach (2009) (14)
- LaTeS: Latent Space Distillation for Teacher-Student Driving Policy Learning (2019) (14)
- Curious snakes: A minimum latency solution to the cluttered background problem in active contours (2010) (14)
- Information-Seeking Control Under Visibility-Based Uncertainty (2014) (14)
- Semantic Video Segmentation from Occlusion Relations within a Convex Optimization Framework (2013) (14)
- An Empirical Evaluation of Current Convolutional Architectures’ Ability to Manage Nuisance Location and Scale Variability (2015) (14)
- Visual Scene Representations: Sufficiency, Minimality, Invariance and Deep Approximations (2014) (14)
- Compatibility-aware Heterogeneous Visual Search (2021) (13)
- One-Shot Integral Invariant Shape Priors for Variational Segmentation (2005) (13)
- Estimating informativeness of samples with Smooth Unique Information (2021) (13)
- Dynamics and Reachability of Learning Tasks (2018) (13)
- Predicting Training Time Without Training (2020) (13)
- Information gathering control via exploratory path planning (2012) (13)
- Incremental Few-Shot Meta-learning via Indirect Discriminant Alignment (2020) (12)
- 3-D Shape Estimation and Image Restoration (2008) (12)
- SAM: Squeeze-and-Mimic Networks for Conditional Visual Driving Policy Learning (2019) (12)
- Non-holonomic model-based predictive output tracking of an unknown three-dimensional trajectory (1998) (12)
- Actionable saliency detection: Independent motion detection without independent motion estimation (2012) (11)
- A Simple Hierarchical Pooling Data Structure for Loop Closure (2015) (11)
- SuperFloxels: A Mid-level Representation for Video Sequences (2012) (11)
- Analyzing Diving: A Dataset for Judging Action Quality (2010) (10)
- Partial differential equations for training deep neural networks (2017) (10)
- Detecting Occlusions as an Inverse Problem (2016) (10)
- Dynamic visual motion estimation from subspace constraints (1994) (10)
- Visual-inertial ego-motion estimation for humanoid platforms (2012) (10)
- Cavlectometry: Towards Holistic Reconstruction of Large Mirror Objects (2014) (10)
- Towards Plenoptic Dynamic Textures (2003) (10)
- On the Distance Between Non-stationary Time Series (2007) (9)
- Harmonic Embeddings for Linear Shape Analysis (2006) (9)
- Motion from fixation (1996) (9)
- Learning Hierarchical Graph Neural Networks for Image Clustering (2021) (9)
- Long-Range Spatio-Temporal Modeling of Video with Application to Fire Detection (2012) (9)
- Reducing "structure from motion" (1996) (9)
- Omni-DETR: Omni-Supervised Object Detection with Transformers (2022) (9)
- Modeling Human Gaits with Subtleties (2003) (8)
- The Mumford-Shah functional: from segmentation to stereo (2003) (8)
- Dynamic Data Factorization (2001) (8)
- Structure From Visual Motion as a Nonlinear Observation Problem (1995) (8)
- Second-Order Shape Optimization for Geometric Inverse Problems in Vision (2013) (8)
- Person Depth ReID: Robust Person Re-identification with Commodity Depth Sensors (2017) (8)
- On the Exact Linearization of Structure From Motion (1994) (8)
- The Dynamics of Differential Learning I: Information-Dynamics and Task Reachability (2018) (8)
- Continual Universal Object Detection (2020) (8)
- A geometric framework for dynamic vision (1996) (8)
- Texture Compression (2013) (8)
- Supervised Momentum Contrastive Learning for Few-Shot Classification (2021) (7)
- CLAM: Coupled Localization and Mapping with Efficient Outlier Handling (2013) (7)
- The Golem Group / UCLA Autonomous Ground Vehicle in the DARPA Grand Challenge (2007) (7)
- Towards unsupervised detection of actions in clutter (2002) (7)
- Texture representations for image and video synthesis (2015) (7)
- TST/BTD: An End-to-End Visual Recognition System (2010) (7)
- Lecture Notes 2. an Invitation to 3-d Vision: from Images to Models (in Preparation) Image Formation Background (7)
- Information Forests (2012) (7)
- Adaptive Regularization of Some Inverse Problems in Image Analysis (2017) (7)
- Autocalibration and Uncalibrated Reconstruction of Shape from Defocus (2007) (6)
- Region-based segmenta-tion on evolving surfaces with application to 3D shape and radiance estimation (2004) (6)
- Volumetric reconstruction applied to perceptual studies of size and weight (2013) (6)
- Input and Weight Space Smoothing for Semi-Supervised Learning (2018) (6)
- Trivializing The Energy Landscape Of Deep Networks (2015) (6)
- Visual motion estimation from point features: unified view (1995) (6)
- Enforcing local context into shape statistics (2009) (6)
- Dynamically Grown Generative Adversarial Networks (2021) (6)
- Asymmetric Sparse Kernel Approximations for Large-Scale Visual Search (2014) (6)
- Viewpoint Induced Deformation Statistics and the Design of Viewpoint Invariant Features: Singularities and Occlusions (2006) (6)
- Texture Regimes for Entropy-Based Multiscale Image Analysis (2010) (6)
- DeepVoxels++: Enhancing the Fidelity of Novel View Synthesis from 3D Voxel Embeddings (2020) (6)
- On Viewpoint Invariance for Non-Planar Scenes (2005) (5)
- Representation Consolidation for Training Expert Students (2021) (5)
- Visual Correspondence, the Lambert-Ambient Shape Space and the Systematic Design of Feature Descriptors (2014) (5)
- Visual Scene Representations: Scaling and Occlusion in Convolutional Architectures (2014) (5)
- Observability of shape from focus (1998) (5)
- Incremental Meta-Learning via Indirect Discriminant Alignment (2020) (5)
- Steps Towards a Theory of Visual (2011) (5)
- Regression Bugs Are In Your Model! Measuring, Reducing and Analyzing Regressions In NLP Model Updates (2021) (5)
- Stereoscopic Universal Perturbations across Different Architectures and Datasets (2021) (5)
- On the Design and Analysis of Multiple View Descriptors (2013) (4)
- VOICED: Depth Completion from Inertial Odometry and Vision (2019) (4)
- On the Blind Classification of Time Series (2007) (4)
- A Geometric Interpretation of Stochastic Gradient Descent Using Diffusion Metrics (2019) (4)
- Controlled Recognition Bounds for Scaling and Occlusion Channels (2011) (4)
- Reconstruction from Two Calibrated Views (2004) (4)
- Visual Scene Representations: Contrast, Scaling and Occlusion (2014) (4)
- Dynamic Texture Modeling (4)
- Multiple Instance Filtering (2011) (4)
- Fast planar object detection and tracking via edgel templates (2012) (4)
- Time Warping Under Dynamic Constraints (2007) (4)
- System-Theoretic Aspects of Dynamic Vision (1995) (4)
- Incremental Learning for Metric-Based Meta-Learners (2020) (4)
- Joint Priors for Variational Shape and Appearance Modeling (2007) (4)
- Robust Surface Reconstruction (2016) (4)
- Harnessing Unrecognizable Faces for Improving Face Recognition (2021) (4)
- Correspondence Transfer for the Registration of Multimodal Images (2007) (4)
- Scalable Dense Large-Scale Mapping and Navigation (2010) (4)
- Zero Shot Learning with the Isoperimetric Loss (2019) (4)
- Dynamic Estimation of Rigid Motion from Perspective Views via Recursive Identification of Exterior Differential Systems with Parameters on a Topological Manifold (1994) (4)
- Visual Scene Representations: Sufficiency, Minimality, Invariance and Approximation with Deep Convolutional Networks (2014) (3)
- Step-by-Step Building of a 3-D Model from Images (2004) (3)
- Video upscaling via spatio-temporal self-similarity (2012) (3)
- Modeling Visual Representations: Defining Properties and Deep Approximations (2016) (3)
- Multi-Label Segmentation via Residual-Driven Adaptive Regularization (2017) (3)
- Méthode de ``Fast Marching'' générique pour le ``Shape From Shading'' (2006) (3)
- Real-time virtual object insertion (2001) (3)
- Observability, Identifiability, Sensitivity and Model Reduction For Vision-Assisted Inertial Navigation (2013) (3)
- Optimal and Suboptimal Structure From MotionStefano (1997) (3)
- Combining Topological and Geometric Features of Mammograms to Detect Masses (2004) (3)
- Nonlinearly Constrained MRFs: Exploring the Intrinsic Dimensions of Higher-Order Cliques (2013) (3)
- Multiple-view geometry for image-based modeling (2004) (3)
- Mumford-Shah on the Move : Region-based Segmentation on Deforming Manifolds with Application to 3-D Reconstruction of Shape and Appearance from Video (2006) (3)
- Editorial for the Special Issue on Photometric Analysis for Computer Vision (2009) (2)
- Stochastic batch size for adaptive regularization in deep network optimization (2020) (2)
- Feature tracking and object recognition on a hand-held (2010) (2)
- The Dynamic Distance Between Learning Tasks : ∗ From Kolmogorov Complexity to Transfer Learning via Quantum Physics and the Information Bottleneck of the Weights of Deep Networks (2019) (2)
- Closing the Recognition Loop : Recognizing and Searching for Objects in the Real World (2010) (2)
- Representation of a Three-Dimensional Moving Scene (2004) (2)
- Meta-analysis of Continual Learning (2019) (2)
- Entropy-Scale Profiles for Texture Segmentation (2011) (2)
- Uniform Sampling over Episode Difficulty (2021) (2)
- Redundant Information Neural Estimation (2021) (2)
- WITHDRAWN: Video-based descriptors for object recognition (2012) (2)
- Time-Supervised Primary Object Segmentation (2020) (2)
- Block-Cyclic Stochastic Coordinate Descent for Deep Neural Networks (2017) (2)
- Towards Robust and Physically Plausible Shaded Stereoscopic Segmentation (2006) (2)
- DIVA: Dataset Derivative of a Learning Task (2021) (2)
- Finding Structure in Point Cloud Data with the Robust Isoperimetric Loss (2019) (2)
- Scene-Aware Video Modeling and Compression (2012) (2)
- SABER: Data-Driven Motion Planner for Autonomously Navigating Heterogeneous Robots (2021) (2)
- Using Bilinear Models for View-invariant Identity Recognition from Gait (2005) (2)
- Correction to: "Reducing 'Structure From Motion': A General Framework for Dynamic Vision Part 2: Implementation and Experimental Assessment" (1998) (1)
- Image Primitives and Correspondence (2004) (1)
- Learning Riemannian Metrics for Classification of Dynamical Models (2005) (1)
- Time Warping Under Dynamic Constraints With Application to Non-Stationary Action Alignment and Classification (2007) (1)
- Observability, Identifiability and Sensitivity of Vision-Aided Navigation (2013) (1)
- Does Monocular Depth Estimation Provide Better Pre-training than Classification for Semantic Segmentation? (2022) (1)
- Edgel templates for fast planar object detection and pose estimation (2011) (1)
- Cataloging Birds in Their Natural Habitat (2010) (1)
- Filtering on Lie Groups (2000) (1)
- Categorization in natural time-varying image sequences (2009) (1)
- Feature Tracks are not Zero-Mean Gaussian (2023) (1)
- Estimation of Multiple Motions from Two Views (2004) (1)
- Exploiting Temporal Redundancy of Visual Structures for Video Compression (2015) (1)
- Visual Feedback (2020) (1)
- A Linear Systems Approach to Imaging Through Turbulence (2013) (1)
- Region Matching and Tracking under Deformations or Occlusions (2003) (1)
- Where is the Information in a Deep Network (2019) (1)
- Risk-Averse MPC via Visual-Inertial Input and Recurrent Networks for Online Collision Avoidance (2020) (1)
- Snippets of system identification in computer vision (2003) (1)
- A dynamic texture model for imaging through turbulence (2011) (1)
- Exploring Tradeoffs in Accuracy, Energy and Latency of SIFT in Wireless Camera Networks (2007) (1)
- How Well Can a CNN Marginalize Simple Nuisances It is Designed for? (2015) (1)
- Spectral Embedding of Graph Networks (2020) (1)
- Modeling Dynamic Scenes: An Overview of Dynamic Textures (2006) (1)
- Mumford-Shah for Segmentation and Stereo (2003) (1)
- Spatial Class Distribution Shift in Unsupervised Domain Adaptation: Local Alignment Comes to Rescue (2020) (1)
- Spatial mapping of mitochondrial networks and bioenergetics in lung cancer (2023) (1)
- Proceedings Workshop on Photometric Analysis for Computer Vision (PACV'2007) (2007) (1)
- Understanding the spatio-temporal structure of human actions (2011) (1)
- Self-Occlusion and Disocclusion in Causal Video Object Segmentation (2015) (1)
- Learned Uncertainty Calibration for Visual Inertial Localization (2021) (1)
- Geometry and Reconstruction from Symmetry (2004) (1)
- Not Just Streaks: Towards Ground Truth for Single Image Deraining (2022) (1)
- Modeling Visual Representations : Sufficiency , Minimality , Invariance and Deep Approximation (2015) (1)
- The Accommodation Cue in Vision (1999) (1)
- Nonparametric Representations for Integrated Inference, Control, and Sensing (2015) (0)
- The AI Driving Olympics at NIPS 2018 (0)
- Visual Composite Set Detection Using Part-and-Sum Transformers (2021) (0)
- Generalization (2020) (0)
- Controlled Visual Sensing and Exploration (2015) (0)
- Dynamic Vision for Control (2006) (0)
- Meaningful Correspondence , Local Contex and Shape Statistics in Deformable Templates (2007) (0)
- Recursive Mot ion Est irnat ion on the Essential Manifold * (0)
- KALMANSAC : Causal Inference of Dynamic Processes Drowned in Outliers With Application to Tracking and Real-time Structure From Motion (2005) (0)
- Classifying Gaits Without Contact Forces (2006) (0)
- Learning Riemannian Metrics for Classication of (2011) (0)
- Visual-Inertial Scene Representations (2016) (0)
- Towards Automated Analysis of Minirhizotron Images (2005) (0)
- Encoding scene structures for video compression (2012) (0)
- Supplementary Material of Unsupervised Domain Adaptation via Regularized Conditional Alignment (2019) (0)
- Adventures in Automating Ecological Image Analysis (TER 3) (2006) (0)
- Multiple-View Geometry of Points and Lines (2004) (0)
- Visual Detection and Classification of Humans , Their Pose and Their Motion (2008) (0)
- Mthode de "Fast Marching" gnrique pour "Shape From Shading (2006) (0)
- Supplementary Materials S2F: Slow-To-Fast Interpolator Flow (2017) (0)
- \ MFm " : 3-D Motion From 2-D MotionCausally Integrated Over TimePart II : ImplementationAlessandro (2000) (0)
- Disentangled Image Generation for Unsupervised Domain Adaptation (2020) (0)
- Detecting Occlusions as an Inverse Problem (2015) (0)
- SIP4: Towards Automated Analysis of Minirhyzotron Images (2005) (0)
- Visual-Inertial Semantic Scene Representation UCLA TR CSD160005 (2016) (0)
- Appendix: A Baseline for Few-Shot Image Classification (2019) (0)
- Vision for Control: Optimality and Usability (2003) (0)
- Title Region-based segmentation on evolving surfaces with application to 3 D shape and radiance estimation Permalink (2004) (0)
- Harnessing Unrecognizable Faces for Face Recognition (2021) (0)
- Segmentation of 3 D MR Images of the Brain Using a PCA Atlas and Nonrigid Registration (2010) (0)
- Curious Active Contours (2009) (0)
- Contrastive Neighborhood Alignment (2022) (0)
- Äääööòòòòò Óöñùððøøóò Óó Aeóòòóðóòóññ Èøø Óððóûûòò (2007) (0)
- Classifying Human Dynamics Without Contact Forces UCLA CSD-TR 050045 (2005) (0)
- Graph Spectral Embedding using the Geodesic Betweeness Centrality (2022) (0)
- SIP0: CENS Sensor Information Processing Research Overview (2005) (0)
- Representation of a Three Dimensional Moving Scene Invitation to 3d Vision: from Images to Models (in Preparation) (0)
- 2005 Conference on Computer Vision and Pattern Recognition CVPR 2005 (2008) (0)
- Quantifying VIO Uncertainty (2023) (0)
- Motion from \x" by Compensating \y" a Uniied Framework for Motion Estimation from Image Sequences by Compensating for the Image-motion of a Point, a Line or a Plane (2007) (0)
- Information-Seeking Control Under Visibility-Based Uncertainty (2013) (0)
- , 1994 " Dynamic Estimation of Rigid Motion from Perspective Views via Recursive Identification of Exterior Differential Systems with Parameters on a Topological Manif old " (1994) (0)
- DYNAMIC VISION FOR CONTROL AFOSR FA9550-09-1-0427 (2012) (0)
- Scene Uncertainty and the Wellington Posterior of Deterministic Image Classifiers (2021) (0)
- Motion from Fixations ' (2007) (0)
- Zecchina Learning by Local Entropy Maximization : the effective landscape of neural networks learning algorithms (2017) (0)
- Global Motion Registration via Long-term Photometric Memory (2007) (0)
- Occlusion Detection by Temporal Integration of Optical Flow (2014) (0)
- From Dynamic Texture to Dynamic Shape and Appearance Models: An Overview (2008) (0)
- Unsupervised Depth Completion with Calibrated Backprojection Layers SUPPLEMENTARY MATERIALS (2021) (0)
- MARL-PPS: Multi-agent Reinforcement Learning with Periodic Parameter Sharing (2019) (0)
- A Theory of Local Matching: SIFT and Beyond (2016) (0)
- Motion from "X" by Compensating "Y" (1995) (0)
- Finding categories (2010) (0)
- ICPSAC: A New Robust and Accurate Registration Algorithm (2007) (0)
- Evaluation of Imagers in a Biological Sensing Deployment (2007) (0)
- A variational framework for reconstructing complex 3-D shape and photometry from multiple images (2004) (0)
- Gacs-Korner Common Information Variational Autoencoder (2022) (0)
- New Results - Functional imaging for observing brain activity (2006) (0)
- Bilateral Cyclic Constraint and Adaptive Regularization for Learning a Monocular Depth Prior Technical Report # 180004 May 18 , 2018 (2018) (0)
- EXPLORINGTRADEOFFSINACCURACY,ENERGY AND LATENCYOF SCALEINVARIANTFEATURETRANSFORM INWIRELESSCAMERA NETWORKS (2007) (0)
- Stain-invariant self supervised learning for histopathology image analysis (2022) (0)
- 15 NOTE THE UNUSUAL TIME (2019) (0)
- Information in the Weights of a Deep Network, and its consequences for transfer learning and critical learning periods (2019) (0)
- Local, non-local and global methods in image reconstruction (2010) (0)
- Transfer for the Registration of Multimodal Images (2007) (0)
- Adaptive Discretizations for Vision (2016) (0)
- Visual-Inertial Semantic Repres4ntations (2016) (0)
- Controllable Visual Cues (2003) (0)
- Towards Ground Truth for Single Image Deraining (2022) (0)
- Dynamical Models for Human Gait Synthesis (2005) (0)
- Analysis-Driven Design of Representations For Sensing-Action Systems (2017) (0)
- Adaptive Multiscale Discretizations for Vision (2016) (0)
- High Performance Feature Detection on a Reconfigurable Co-Processor (2006) (0)
- Adaptive Discretizations for Non-smooth Variational Vision (2017) (0)
- Controlling Beauty - Perceptual Representation and Control of Geometric Shape Spaces (2001) (0)
- Depth Estimation vs Classification as Pre-training for Semantic Segmentation (2022) (0)
- Small Lesion Segmentation in Brain MRIs with Subpixel Embedding (2021) (0)
- Sparse Occlusion Detection with Optical Flow (2011) (0)
- Extension to General Incidence Relations (2004) (0)
- Supplementary Material for Compatibility-aware Heterogeneous Visual Search (2021) (0)
- Vision Based Navigation (2003) (0)
- Système et procédés de reconnaissance visuelle de bout en bout (2011) (0)
- STRUCTURE FROM VISUAL MOTION AS A NONLINEAR OBSERVATION PROBLEM 11Research sponsored by NSF NYI Award, NSF ERC in Neuromorphic Systems Engineering at Caltech, ONR grant N00014-93-1-0990. (1995) (0)
- Editorial (2007) (0)
- Visual Localization and Mapping with Multiple View Features (2004) (0)
- Towards Differential Relational Privacy and its use in Question Answering (2022) (0)
- A mid-level representation of visual structures for video compression (2016) (0)
- Visual Information Theory and Visual Representation for Achieving Provable Bounds in Vision-Based Control and Decision (2014) (0)
- Depth from Brightness of Moving Images (1995) (0)
- Robust and Efficient Recovery of Rigid Motion from Subspace Constraints Solved using Recursive Identification of Nonlinear Implicit Systems (1994) (0)
- Dynamical Systems in Video Analysis (2014) (0)
- Motion from " X " by Compensating CCY , , * (1995) (0)
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